{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Lets download a sample image from google maps."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/anaconda3/lib/python3.6/site-packages/h5py/__init__.py:34: FutureWarning: Conversion of the second argument of issubdtype from `float` to `np.floating` is deprecated. In future, it will be treated as `np.float64 == np.dtype(float).type`.\n",
      "  from ._conv import register_converters as _register_converters\n",
      "Using TensorFlow backend.\n"
     ]
    }
   ],
   "source": [
    "from keras.preprocessing.image import img_to_array\n",
    "from keras.applications import imagenet_utils\n",
    "from PIL import Image\n",
    "import io\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(402, 404, 3)\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "raw_image_path = \"sat_image.jpg\"\n",
    "raw_image = Image.open(raw_image_path)\n",
    "raw_image_array = np.asarray(raw_image)\n",
    "print(raw_image_array.shape)\n",
    "plt.imshow(raw_image_array);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "OK we need to resize the image for processing with our model since it requires images of 256×256 pixels. \n",
    "This `prepare_image` function:\n",
    "\n",
    "* Accepts an input image\n",
    "* Converts the mode to RGB (if necessary)\n",
    "* Resizes it to 224x224 pixels (the input spatial dimensions for ResNet)\n",
    "* Preprocesses the array via mean subtraction and scaling"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "def prepare_image(image, target):\n",
    "    \"\"\"\n",
    "    Used by https://github.com/jrosebr1/simple-keras-rest-api/blob/master/run_keras_server.py.\n",
    "    \"\"\"\n",
    "    if image.mode != \"RGB\":\n",
    "        image = image.convert(\"RGB\")\n",
    "    image = image.resize(target)\n",
    "    image = img_to_array(image)\n",
    "    image = np.expand_dims(image, axis=0)\n",
    "    image = imagenet_utils.preprocess_input(image)\n",
    "    return image"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "processed_image = prepare_image(raw_image, target=(256, 256))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(1, 256, 256, 3)"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "processed_image.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers).\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.imshow(processed_image[0, :, :, :]);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
